from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.873 | 0.004 | 0.0 | 0.017 | -1 | 1 | 0.674 | 1.788 | 0.048 | 9.436 | 0.252 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.873 | 0.004 | 0.0 | 0.017 | -1 | 1 | 0.674 | 0.023 | 0.002 | 741.521 | 52.705 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.309 | 0.013 | 0.0 | 0.309 | -1 | 1 | 1.000 | 1.788 | 0.048 | 0.173 | 0.009 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.309 | 0.013 | 0.0 | 0.309 | -1 | 1 | 1.000 | 0.023 | 0.002 | 13.585 | 1.118 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.899 | 0.014 | 0.0 | 0.017 | 1 | 100 | 0.845 | 1.855 | 0.003 | 9.109 | 0.015 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.899 | 0.014 | 0.0 | 0.017 | 1 | 100 | 0.845 | 0.020 | 0.000 | 850.551 | 5.649 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.007 | 0.0 | 0.307 | 1 | 100 | 1.000 | 1.855 | 0.003 | 0.165 | 0.004 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.007 | 0.0 | 0.307 | 1 | 100 | 1.000 | 0.020 | 0.000 | 15.445 | 0.386 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.884 | 0.076 | 0.0 | 0.017 | -1 | 100 | 0.845 | 2.497 | 0.036 | 6.762 | 0.101 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.884 | 0.076 | 0.0 | 0.017 | -1 | 100 | 0.845 | 0.023 | 0.002 | 744.091 | 54.803 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.007 | 0.0 | 0.304 | -1 | 100 | 1.000 | 2.497 | 0.036 | 0.122 | 0.003 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.007 | 0.0 | 0.304 | -1 | 100 | 1.000 | 0.023 | 0.002 | 13.412 | 1.040 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.294 | 0.131 | 0.0 | 0.017 | -1 | 5 | 0.729 | 2.476 | 0.041 | 6.984 | 0.127 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.294 | 0.131 | 0.0 | 0.017 | -1 | 5 | 0.729 | 0.025 | 0.005 | 683.829 | 135.999 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.306 | 0.013 | 0.0 | 0.306 | -1 | 5 | 1.000 | 2.476 | 0.041 | 0.124 | 0.006 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.306 | 0.013 | 0.0 | 0.306 | -1 | 5 | 1.000 | 0.025 | 0.005 | 12.111 | 2.460 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.834 | 0.027 | 0.0 | 0.017 | 1 | 1 | 0.674 | 1.084 | 0.005 | 15.529 | 0.080 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.834 | 0.027 | 0.0 | 0.017 | 1 | 1 | 0.674 | 0.019 | 0.000 | 908.833 | 8.890 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.311 | 0.011 | 0.0 | 0.311 | 1 | 1 | 1.000 | 1.084 | 0.005 | 0.287 | 0.010 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.311 | 0.011 | 0.0 | 0.311 | 1 | 1 | 1.000 | 0.019 | 0.000 | 16.800 | 0.620 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.947 | 0.124 | 0.0 | 0.017 | 1 | 5 | 0.729 | 1.842 | 0.006 | 9.202 | 0.074 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.947 | 0.124 | 0.0 | 0.017 | 1 | 5 | 0.729 | 0.019 | 0.000 | 878.641 | 9.730 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.006 | 0.0 | 0.307 | 1 | 5 | 1.000 | 1.842 | 0.006 | 0.167 | 0.003 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.006 | 0.0 | 0.307 | 1 | 5 | 1.000 | 0.019 | 0.000 | 15.916 | 0.344 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.543 | 0.010 | 0.0 | 0.004 | -1 | 1 | 0.856 | 1.596 | 0.022 | 2.220 | 0.031 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.543 | 0.010 | 0.0 | 0.004 | -1 | 1 | 0.856 | 0.008 | 0.002 | 468.856 | 124.892 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.245 | 0.007 | 0.0 | 0.245 | -1 | 1 | 1.000 | 1.596 | 0.022 | 0.153 | 0.005 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.245 | 0.007 | 0.0 | 0.245 | -1 | 1 | 1.000 | 0.008 | 0.002 | 32.394 | 8.677 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.594 | 0.010 | 0.0 | 0.004 | 1 | 100 | 0.908 | 2.014 | 0.002 | 1.784 | 0.005 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.594 | 0.010 | 0.0 | 0.004 | 1 | 100 | 0.908 | 0.003 | 0.000 | 1411.274 | 101.637 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.247 | 0.006 | 0.0 | 0.247 | 1 | 100 | 1.000 | 2.014 | 0.002 | 0.123 | 0.003 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.247 | 0.006 | 0.0 | 0.247 | 1 | 100 | 1.000 | 0.003 | 0.000 | 97.041 | 7.320 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.613 | 0.017 | 0.0 | 0.004 | -1 | 100 | 0.908 | 2.628 | 0.023 | 1.375 | 0.013 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.613 | 0.017 | 0.0 | 0.004 | -1 | 100 | 0.908 | 0.009 | 0.002 | 418.378 | 76.412 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.005 | 0.0 | 0.244 | -1 | 100 | 1.000 | 2.628 | 0.023 | 0.093 | 0.002 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.005 | 0.0 | 0.244 | -1 | 100 | 1.000 | 0.009 | 0.002 | 28.297 | 5.203 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.548 | 0.017 | 0.0 | 0.004 | -1 | 5 | 0.890 | 2.695 | 0.072 | 1.316 | 0.036 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.548 | 0.017 | 0.0 | 0.004 | -1 | 5 | 0.890 | 0.010 | 0.004 | 341.099 | 119.731 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.007 | 0.0 | 0.244 | -1 | 5 | 1.000 | 2.695 | 0.072 | 0.090 | 0.004 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.007 | 0.0 | 0.244 | -1 | 5 | 1.000 | 0.010 | 0.004 | 23.428 | 8.253 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.563 | 0.021 | 0.0 | 0.004 | 1 | 1 | 0.856 | 0.992 | 0.005 | 3.592 | 0.027 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.563 | 0.021 | 0.0 | 0.004 | 1 | 1 | 0.856 | 0.002 | 0.000 | 2006.210 | 164.568 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.245 | 0.008 | 0.0 | 0.245 | 1 | 1 | 1.000 | 0.992 | 0.005 | 0.247 | 0.008 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.245 | 0.008 | 0.0 | 0.245 | 1 | 1 | 1.000 | 0.002 | 0.000 | 137.886 | 12.065 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.550 | 0.014 | 0.0 | 0.004 | 1 | 5 | 0.890 | 2.014 | 0.005 | 1.762 | 0.008 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.550 | 0.014 | 0.0 | 0.004 | 1 | 5 | 0.890 | 0.003 | 0.000 | 1383.778 | 84.280 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.250 | 0.007 | 0.0 | 0.250 | 1 | 5 | 1.000 | 2.014 | 0.005 | 0.124 | 0.004 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.250 | 0.007 | 0.0 | 0.250 | 1 | 5 | 1.000 | 0.003 | 0.000 | 97.343 | 6.555 | See | See |
KNeighborsClassifier_kd_tree¶All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 113.710 | 0.000 | 0.0 | 0.114 | -1 | 5 | 0.980 | 0.896 | 0.017 | 126.894 | 2.372 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 113.710 | 0.000 | 0.0 | 0.114 | -1 | 5 | 0.980 | 0.003 | 0.000 | 43891.254 | 6013.315 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.650 | 0.137 | 0.0 | 2.650 | -1 | 5 | 1.000 | 0.896 | 0.017 | 2.957 | 0.163 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.650 | 0.137 | 0.0 | 2.650 | -1 | 5 | 1.000 | 0.003 | 0.000 | 1022.732 | 149.772 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 109.197 | 0.000 | 0.0 | 0.109 | -1 | 100 | 0.981 | 2.891 | 0.028 | 37.768 | 0.365 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 109.197 | 0.000 | 0.0 | 0.109 | -1 | 100 | 0.981 | 0.004 | 0.001 | 28463.917 | 6528.721 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.596 | 0.075 | 0.0 | 2.596 | -1 | 100 | 1.000 | 2.891 | 0.028 | 0.898 | 0.027 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.596 | 0.075 | 0.0 | 2.596 | -1 | 100 | 1.000 | 0.004 | 0.001 | 676.693 | 156.435 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 116.010 | 0.000 | 0.0 | 0.116 | -1 | 1 | 0.966 | 0.458 | 0.004 | 253.433 | 2.039 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 116.010 | 0.000 | 0.0 | 0.116 | -1 | 1 | 0.966 | 0.002 | 0.000 | 48331.778 | 7664.319 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.634 | 0.118 | 0.0 | 2.634 | -1 | 1 | 1.000 | 0.458 | 0.004 | 5.754 | 0.263 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.634 | 0.118 | 0.0 | 2.634 | -1 | 1 | 1.000 | 0.002 | 0.000 | 1097.291 | 180.864 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.113 | 0.000 | 0.0 | 0.120 | 1 | 100 | 0.981 | 5.180 | 0.048 | 23.187 | 0.215 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.113 | 0.000 | 0.0 | 0.120 | 1 | 100 | 0.981 | 0.003 | 0.000 | 46571.393 | 8830.541 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.699 | 0.155 | 0.0 | 2.699 | 1 | 100 | 1.000 | 5.180 | 0.048 | 0.521 | 0.030 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.699 | 0.155 | 0.0 | 2.699 | 1 | 100 | 1.000 | 0.003 | 0.000 | 1046.435 | 207.307 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 123.432 | 0.000 | 0.0 | 0.123 | 1 | 5 | 0.980 | 1.493 | 0.012 | 82.651 | 0.640 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 123.432 | 0.000 | 0.0 | 0.123 | 1 | 5 | 0.980 | 0.001 | 0.000 | 117185.724 | 30503.905 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.617 | 0.091 | 0.0 | 2.617 | 1 | 5 | 1.000 | 1.493 | 0.012 | 1.752 | 0.062 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.617 | 0.091 | 0.0 | 2.617 | 1 | 5 | 1.000 | 0.001 | 0.000 | 2484.263 | 652.357 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.584 | 0.000 | 0.0 | 0.120 | 1 | 1 | 0.966 | 0.777 | 0.006 | 153.875 | 1.280 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 119.584 | 0.000 | 0.0 | 0.120 | 1 | 1 | 0.966 | 0.001 | 0.000 | 135523.839 | 32295.014 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.611 | 0.089 | 0.0 | 2.611 | 1 | 1 | 1.000 | 0.777 | 0.006 | 3.360 | 0.118 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.611 | 0.089 | 0.0 | 2.611 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2958.955 | 712.364 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.898 | 0.023 | 0.001 | 1.644 | 0.088 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.001 | 0.0 | 0.000 | -1 | 5 | 0.898 | 0.002 | 0.000 | 16.946 | 2.007 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.023 | 0.001 | 0.224 | 0.013 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.312 | 0.277 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.003 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.035 | 0.002 | 1.768 | 0.113 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.062 | 0.003 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.002 | 0.000 | 27.532 | 5.645 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.035 | 0.002 | 0.149 | 0.008 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.000 | 2.314 | 0.466 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.885 | 0.022 | 0.002 | 1.716 | 0.136 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.001 | 0.0 | 0.000 | -1 | 1 | 0.885 | 0.002 | 0.000 | 17.874 | 3.111 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.022 | 0.002 | 0.237 | 0.019 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.467 | 0.432 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.033 | 0.000 | 1.822 | 0.016 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.061 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 100.286 | 21.554 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.033 | 0.000 | 0.157 | 0.007 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.652 | 1.901 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.898 | 0.020 | 0.000 | 1.879 | 0.019 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.898 | 0.001 | 0.000 | 63.972 | 14.223 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.020 | 0.000 | 0.258 | 0.007 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.787 | 1.966 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.002 | 0.0 | 0.000 | 1 | 1 | 0.885 | 0.019 | 0.000 | 2.007 | 0.089 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.002 | 0.0 | 0.000 | 1 | 1 | 0.885 | 0.001 | 0.000 | 63.187 | 13.488 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.019 | 0.000 | 0.276 | 0.008 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.679 | 1.829 | See | See |
HistGradientBoostingClassifier_best¶All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.45 | 0.017 | 0.002 | 0.0 | 0.818 | 0.106 | 0.002 | 4.238 | 0.175 | See | See |